Approach: Structured the budget around a small set of core drivers (revenue growth, cost ratios, headcount timing) that flow through to revenue, opex, EBITDA, and cash runway. Built worst/base/best cases as three versions of the same driver set, not three separate models, so scenarios stay consistent and auditable.